{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5498f3ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from neuralforecast.core import NeuralForecast\n",
    "from neuralforecast.models import NHITS, NBEATS, TimesNet\n",
    "\n",
    "from neuralforecast.losses.numpy import mae, mse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "39262d3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (9,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f574df2",
   "metadata": {},
   "source": [
    "## Read data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ef9b1178",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>unique_id</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-07-01 00:00:00</td>\n",
       "      <td>OT</td>\n",
       "      <td>1.460552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-07-01 01:00:00</td>\n",
       "      <td>OT</td>\n",
       "      <td>1.161527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-07-01 02:00:00</td>\n",
       "      <td>OT</td>\n",
       "      <td>1.161527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-07-01 03:00:00</td>\n",
       "      <td>OT</td>\n",
       "      <td>0.862611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-07-01 04:00:00</td>\n",
       "      <td>OT</td>\n",
       "      <td>0.525227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ds unique_id         y\n",
       "0 2016-07-01 00:00:00        OT  1.460552\n",
       "1 2016-07-01 01:00:00        OT  1.161527\n",
       "2 2016-07-01 02:00:00        OT  1.161527\n",
       "3 2016-07-01 03:00:00        OT  0.862611\n",
       "4 2016-07-01 04:00:00        OT  0.525227"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/etth1.csv')\n",
    "\n",
    "df['ds'] = pd.to_datetime(df['ds'])\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6f37b019",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(df['y'])\n",
    "ax.set_xlabel('Time')\n",
    "ax.set_ylabel('Oil temperature')\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "638d7fe2",
   "metadata": {},
   "source": [
    "## Model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "431ad045",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 1\n",
      "Global seed set to 1\n",
      "Global seed set to 1\n"
     ]
    }
   ],
   "source": [
    "horizon = 96\n",
    "\n",
    "models = [NHITS(h=horizon,\n",
    "               input_size=2*horizon,\n",
    "               max_steps=50),\n",
    "         NBEATS(h=horizon,\n",
    "               input_size=2*horizon,\n",
    "               max_steps=50),\n",
    "         TimesNet(h=horizon,\n",
    "                 input_size=2*horizon,\n",
    "                 max_steps=50)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4bb0a7ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "nf = NeuralForecast(models=models, freq='H')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ec390be4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  8.26it/s, v_num=71, train_loss_step=0.251, train_loss_epoch=0.258]\n",
      "Validation: 0it [00:00, ?it/s]\u001b[A\n",
      "Validation:   0%|                                                                                | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Validation DataLoader 0:   0%|                                                                   | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  7.19it/s, v_num=71, train_loss_step=0.251, train_loss_epoch=0.258]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  6.89it/s, v_num=71, train_loss_step=0.251, train_loss_epoch=0.251]\u001b[A\n",
      "Predicting DataLoader 0: 100%|██████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 166.63it/s]\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  7.46it/s, v_num=73, train_loss_step=0.252, train_loss_epoch=0.259]\n",
      "Validation: 0it [00:00, ?it/s]\u001b[A\n",
      "Validation:   0%|                                                                                | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Validation DataLoader 0:   0%|                                                                   | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  6.62it/s, v_num=73, train_loss_step=0.252, train_loss_epoch=0.259]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:00<00:00,  6.21it/s, v_num=73, train_loss_step=0.252, train_loss_epoch=0.252]\u001b[A\n",
      "Predicting DataLoader 0: 100%|██████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 125.02it/s]\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:10<00:00, 10.90s/it, v_num=75, train_loss_step=1.090, train_loss_epoch=1.160]\n",
      "Validation: 0it [00:00, ?it/s]\u001b[A\n",
      "Validation:   0%|                                                                                | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Validation DataLoader 0:   0%|                                                                   | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:10<00:00, 10.92s/it, v_num=75, train_loss_step=1.090, train_loss_epoch=1.160]\u001b[A\n",
      "Epoch 49: 100%|█████████████████| 1/1 [00:10<00:00, 10.93s/it, v_num=75, train_loss_step=1.090, train_loss_epoch=1.090]\u001b[A\n",
      "Predicting DataLoader 0: 100%|███████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  4.88it/s]\n"
     ]
    }
   ],
   "source": [
    "preds_df = nf.cross_validation(df=df, step_size=horizon, n_windows=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "351db55f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>cutoff</th>\n",
       "      <th>NHITS</th>\n",
       "      <th>NBEATS</th>\n",
       "      <th>TimesNet</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OT</td>\n",
       "      <td>2018-02-13 00:00:00</td>\n",
       "      <td>2018-02-12 23:00:00</td>\n",
       "      <td>-1.410976</td>\n",
       "      <td>-1.411055</td>\n",
       "      <td>-1.511951</td>\n",
       "      <td>-1.398929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OT</td>\n",
       "      <td>2018-02-13 01:00:00</td>\n",
       "      <td>2018-02-12 23:00:00</td>\n",
       "      <td>-1.420605</td>\n",
       "      <td>-1.390586</td>\n",
       "      <td>-1.539502</td>\n",
       "      <td>-1.398929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OT</td>\n",
       "      <td>2018-02-13 02:00:00</td>\n",
       "      <td>2018-02-12 23:00:00</td>\n",
       "      <td>-1.432935</td>\n",
       "      <td>-1.436199</td>\n",
       "      <td>-1.516600</td>\n",
       "      <td>-1.421923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OT</td>\n",
       "      <td>2018-02-13 03:00:00</td>\n",
       "      <td>2018-02-12 23:00:00</td>\n",
       "      <td>-1.443960</td>\n",
       "      <td>-1.463686</td>\n",
       "      <td>-1.541980</td>\n",
       "      <td>-1.506269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OT</td>\n",
       "      <td>2018-02-13 04:00:00</td>\n",
       "      <td>2018-02-12 23:00:00</td>\n",
       "      <td>-1.461759</td>\n",
       "      <td>-1.468359</td>\n",
       "      <td>-1.508051</td>\n",
       "      <td>-1.452545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id                  ds              cutoff     NHITS    NBEATS  \\\n",
       "0        OT 2018-02-13 00:00:00 2018-02-12 23:00:00 -1.410976 -1.411055   \n",
       "1        OT 2018-02-13 01:00:00 2018-02-12 23:00:00 -1.420605 -1.390586   \n",
       "2        OT 2018-02-13 02:00:00 2018-02-12 23:00:00 -1.432935 -1.436199   \n",
       "3        OT 2018-02-13 03:00:00 2018-02-12 23:00:00 -1.443960 -1.463686   \n",
       "4        OT 2018-02-13 04:00:00 2018-02-12 23:00:00 -1.461759 -1.468359   \n",
       "\n",
       "   TimesNet         y  \n",
       "0 -1.511951 -1.398929  \n",
       "1 -1.539502 -1.398929  \n",
       "2 -1.516600 -1.421923  \n",
       "3 -1.541980 -1.506269  \n",
       "4 -1.508051 -1.452545  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3013c15f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(preds_df['y'], label='actual')\n",
    "ax.plot(preds_df['NHITS'], label='N-HITS', ls='--')\n",
    "ax.plot(preds_df['NBEATS'], label='N-BEATS', ls=':')\n",
    "ax.plot(preds_df['TimesNet'], label='TimesNet', ls='-.')\n",
    "\n",
    "ax.legend(loc='best')\n",
    "ax.set_xlabel('Time steps')\n",
    "ax.set_ylabel('Oil temperature')\n",
    "\n",
    "fig.autofmt_xdate()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bce98639",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_1fdc9_row0_col0, #T_1fdc9_row1_col1 {\n",
       "  background-color: lightgreen;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1fdc9\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1fdc9_level0_col0\" class=\"col_heading level0 col0\" >N-HiTS</th>\n",
       "      <th id=\"T_1fdc9_level0_col1\" class=\"col_heading level0 col1\" >N-BEATS</th>\n",
       "      <th id=\"T_1fdc9_level0_col2\" class=\"col_heading level0 col2\" >TimesNet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1fdc9_level0_row0\" class=\"row_heading level0 row0\" >mae</th>\n",
       "      <td id=\"T_1fdc9_row0_col0\" class=\"data row0 col0\" >0.180884</td>\n",
       "      <td id=\"T_1fdc9_row0_col1\" class=\"data row0 col1\" >0.182920</td>\n",
       "      <td id=\"T_1fdc9_row0_col2\" class=\"data row0 col2\" >0.187393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1fdc9_level0_row1\" class=\"row_heading level0 row1\" >mse</th>\n",
       "      <td id=\"T_1fdc9_row1_col0\" class=\"data row1 col0\" >0.049666</td>\n",
       "      <td id=\"T_1fdc9_row1_col1\" class=\"data row1 col1\" >0.049415</td>\n",
       "      <td id=\"T_1fdc9_row1_col2\" class=\"data row1 col2\" >0.056594</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1d173946c80>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {'N-HiTS': [mae(preds_df['NHITS'], preds_df['y']), mse(preds_df['NHITS'], preds_df['y'])],\n",
    "       'N-BEATS': [mae(preds_df['NBEATS'], preds_df['y']), mse(preds_df['NBEATS'], preds_df['y'])],\n",
    "       'TimesNet': [mae(preds_df['TimesNet'], preds_df['y']), mse(preds_df['TimesNet'], preds_df['y'])]}\n",
    "\n",
    "metrics_df = pd.DataFrame(data=data)\n",
    "metrics_df.index = ['mae', 'mse']\n",
    "\n",
    "metrics_df.style.highlight_min(color='lightgreen', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de7274bc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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